Causal Attribution on Causal and Downstream Robustness Ablation Suite (Averaged Models)
86Causal Pass@5HETA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HETAMethod Variant=Full2026.04 | 86 | 63 | |
| HETAMethod Variant=LR+WIN2026.04 | 84 | 60 | |
| HETAMethod Variant=w/o Hessian2026.04 | 77 | 53 | |
| HETAMethod Variant=w/o KL2026.04 | 73 | 49 | |
| HETAMethod Variant=w/o Transition2026.04 | 70 | 45 | |
| ReAGentMethod Variant=Standard2026.04 | 68 | 44 | |
| SEA-CoTMethod Variant=Standard2026.04 | 64 | 41 | |
| Progressive InferenceMethod Variant=Standard2026.04 | 62 | 39 | |
| fAMLMethod Variant=Standard2026.04 | 60 | 37 | |
| ContextCiteMethod Variant=Standard2026.04 | 58 | 36 | |
| TDD-backwardMethod Variant=Standard2026.04 | 57 | 35 | |
| Peering (PML)Method Variant=Standard2026.04 | 55 | 34 | |
| Integrated GradientsMethod Variant=Standard2026.04 | 52 | 32 | |
| Attention RolloutMethod Variant=Standard2026.04 | 41 | 24 |